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Fact Generation (Scratch) on WD50K

71.7AccuracyKREPE
15.33229.96644.659.234May 22, 2026

Evaluation results

MethodLinks
KREPELLM=N/A2026.0571.7
Neighbor SetsLLM=Gemini 3 Pro2026.0535.1
Few-shot FactsLLM=Gemini 3 Pro2026.0532.6
Random FactsLLM=Gemini 3 Pro2026.0531.7
Re-rankingLLM=Gemini 3 Pro2026.0530.4
Gibbs SamplingLLM=N/A2026.0529.9
Random FactsLLM=GPT 5.22026.0529.8
Few-shot FactsLLM=GPT 5.22026.0529
AutoregressiveLLM=Gemini 3 Pro2026.0526.5
Iterative PredictionLLM=N/A2026.0526.2
AutoregressiveLLM=GPT 5.22026.0524.8
Re-rankingLLM=GPT 5.22026.0521.5
Neighbor SetsLLM=GPT 5.22026.0517.5